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Image Classification research benchmarks – Page 250 · SOTA2 Research

Image Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-100 Type-II 35% Polynomial Margin Diminishing Noise 1.0 (test)

69.35Accuracy

6

Feb 26, 2026

CIFAR-100 Type-I 35% Polynomial Margin Diminishing Noise 1.0 (test)

70.13Accuracy

6

Feb 26, 2026

CIFAR-10 Type-III 35% Polynomial Margin Diminishing Noise 1.0 (test)

94.23Accuracy

6

Feb 26, 2026

CIFAR-10 Type-II 35% Polynomial Margin Diminishing Noise 1.0 (test)

94.19Accuracy

6

Feb 26, 2026

CIFAR-10 Type-I 35% Polynomial Margin Diminishing Noise 1.0 (test)

94.72Accuracy

6

Feb 26, 2026

81.6Top-1 Acc

6

Feb 26, 2026

Restricted ImageNet (test)

87.5Clean Accuracy

6

Feb 27, 2026

ImageNette (test)

86.9Clean Accuracy

6

Feb 26, 2026

43.61Accuracy

6

Feb 26, 2026

mini-ImageNet 10000 labels (train)

39.43Top-1 Error

6

Feb 26, 2026

mini-ImageNet 4000 labels (train)

46.32Top-1 Error Rate

6

Feb 26, 2026

ImageNet (test)

77.5Clean Accuracy

6

Feb 27, 2026

ImageNet 10% labels (val)

84.3Top-1 Acc

6

Feb 26, 2026

ImageNet 1% labels (val)

80Top-1 Acc

6

Feb 26, 2026

Distribution Shift Robustness Suite various (test)

Best model on each test set (oracle)

84.31IN-V2 Acc

6

Feb 26, 2026

Office-Home Partial-set DA

66.9A->C Accuracy

6

Feb 26, 2026

Semi-Aves (U = U_in + U_out)

FixMatch w/ DASO

47.9Last Top-1 Accuracy

6

Jun 16, 2026

Semi-Aves (U = U_in)

FixMatch w/ DASO

54.5Top-1 Acc (Last)

6

Jun 16, 2026

CIFAR-100 IID p=0.4, τ=0.5

140Targeted Communication Cost

6

Feb 26, 2026

CIFAR-100 IID p=0.0, τ=0.0

95Targeted Communication Cost

6

Feb 26, 2026

CIFAR-100 40% asymmetric label noise

C2D (DivideMix with SimCLR)

77.78Final Classification Accuracy

6

Feb 26, 2026

SVHN 1000-label (train test)

1.97Median Error Rate

6

Feb 26, 2026

SVHN 40-label (train test)

3.92Median Error Rate

6

Feb 26, 2026

STL-10 1000-label (train test)

6.15Median Error Rate

6

Feb 26, 2026

STL-10 250-label (train test)

9.27Median Error Rate

6

Feb 26, 2026

Page 250 of 333

Popular datasets

CIFAR ImageNet MNIST CIFAR-10 CIFAR-100

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